Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 102825 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 20.4 MiB |
| Average record size in memory | 208.0 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 8 |
df_index is uniformly distributed | Uniform |
Unnamed: 0 is uniformly distributed | Uniform |
id is uniformly distributed | Uniform |
df_index has unique values | Unique |
Unnamed: 0 has unique values | Unique |
id has unique values | Unique |
Inflight wifi service has 3075 (3.0%) zeros | Zeros |
Departure/Arrival time convenient has 5259 (5.1%) zeros | Zeros |
Ease of Online booking has 4443 (4.3%) zeros | Zeros |
Online boarding has 2428 (2.4%) zeros | Zeros |
Departure Delay in Minutes has 58649 (57.0%) zeros | Zeros |
Arrival Delay in Minutes has 58135 (56.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-18 17:42:07.661381 |
|---|---|
| Analysis finished | 2023-02-18 17:43:27.906487 |
| Duration | 1 minute and 20.25 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 102825 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51941.91747 |
| Minimum | 0 |
|---|---|
| Maximum | 103903 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5193.2 |
| Q1 | 25968 |
| median | 51939 |
| Q3 | 77911 |
| 95-th percentile | 98703.8 |
| Maximum | 103903 |
| Range | 103903 |
| Interquartile range (IQR) | 51943 |
Descriptive statistics
| Standard deviation | 29993.15899 |
|---|---|
| Coefficient of variation (CV) | 0.5774364993 |
| Kurtosis | -1.200183173 |
| Mean | 51941.91747 |
| Median Absolute Deviation (MAD) | 25972 |
| Skewness | 0.0001207897413 |
| Sum | 5340927664 |
| Variance | 899589586.2 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 69263 | 1 | < 0.1% |
| 69274 | 1 | < 0.1% |
| 69273 | 1 | < 0.1% |
| 69272 | 1 | < 0.1% |
| 69271 | 1 | < 0.1% |
| 69270 | 1 | < 0.1% |
| 69269 | 1 | < 0.1% |
| 69268 | 1 | < 0.1% |
| 69267 | 1 | < 0.1% |
| Other values (102815) | 102815 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 103903 | 1 | |
| 103902 | 1 | |
| 103901 | 1 | |
| 103900 | 1 | |
| 103899 | 1 | |
| 103898 | 1 | |
| 103897 | 1 | |
| 103896 | 1 | |
| 103895 | 1 | |
| 103894 | 1 |
| Distinct | 102825 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51941.91747 |
| Minimum | 0 |
|---|---|
| Maximum | 103903 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5193.2 |
| Q1 | 25968 |
| median | 51939 |
| Q3 | 77911 |
| 95-th percentile | 98703.8 |
| Maximum | 103903 |
| Range | 103903 |
| Interquartile range (IQR) | 51943 |
Descriptive statistics
| Standard deviation | 29993.15899 |
|---|---|
| Coefficient of variation (CV) | 0.5774364993 |
| Kurtosis | -1.200183173 |
| Mean | 51941.91747 |
| Median Absolute Deviation (MAD) | 25972 |
| Skewness | 0.0001207897413 |
| Sum | 5340927664 |
| Variance | 899589586.2 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 69263 | 1 | < 0.1% |
| 69274 | 1 | < 0.1% |
| 69273 | 1 | < 0.1% |
| 69272 | 1 | < 0.1% |
| 69271 | 1 | < 0.1% |
| 69270 | 1 | < 0.1% |
| 69269 | 1 | < 0.1% |
| 69268 | 1 | < 0.1% |
| 69267 | 1 | < 0.1% |
| Other values (102815) | 102815 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 103903 | 1 | |
| 103902 | 1 | |
| 103901 | 1 | |
| 103900 | 1 | |
| 103899 | 1 | |
| 103898 | 1 | |
| 103897 | 1 | |
| 103896 | 1 | |
| 103895 | 1 | |
| 103894 | 1 |
| Distinct | 102825 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64979.96573 |
| Minimum | 1 |
|---|---|
| Maximum | 129880 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6601.2 |
| Q1 | 32590 |
| median | 64939 |
| Q3 | 97431 |
| 95-th percentile | 123447.4 |
| Maximum | 129880 |
| Range | 129879 |
| Interquartile range (IQR) | 64841 |
Descriptive statistics
| Standard deviation | 37471.2646 |
|---|---|
| Coefficient of variation (CV) | 0.5766587313 |
| Kurtosis | -1.198426389 |
| Mean | 64979.96573 |
| Median Absolute Deviation (MAD) | 32424 |
| Skewness | 0.001639047985 |
| Sum | 6681564976 |
| Variance | 1404095670 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70172 | 1 | < 0.1% |
| 60921 | 1 | < 0.1% |
| 118574 | 1 | < 0.1% |
| 23529 | 1 | < 0.1% |
| 16272 | 1 | < 0.1% |
| 58438 | 1 | < 0.1% |
| 2352 | 1 | < 0.1% |
| 65908 | 1 | < 0.1% |
| 67057 | 1 | < 0.1% |
| 18481 | 1 | < 0.1% |
| Other values (102815) | 102815 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 129880 | 1 | |
| 129879 | 1 | |
| 129878 | 1 | |
| 129875 | 1 | |
| 129874 | 1 | |
| 129873 | 1 | |
| 129871 | 1 | |
| 129870 | 1 | |
| 129869 | 1 | |
| 129867 | 1 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 803.4 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.01471432 |
| Min length | 4 |
Characters and Unicode
| Total characters | 515638 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 52169 | |
| Male | 50656 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| female | 52169 | |
| male | 50656 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 154994 | |
| a | 102825 | |
| l | 102825 | |
| F | 52169 | 10.1% |
| m | 52169 | 10.1% |
| M | 50656 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 412813 | |
| Uppercase Letter | 102825 | 19.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 154994 | |
| a | 102825 | |
| l | 102825 | |
| m | 52169 | 12.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 52169 | |
| M | 50656 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 515638 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 154994 | |
| a | 102825 | |
| l | 102825 | |
| F | 52169 | 10.1% |
| m | 52169 | 10.1% |
| M | 50656 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 515638 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 154994 | |
| a | 102825 | |
| l | 102825 | |
| F | 52169 | 10.1% |
| m | 52169 | 10.1% |
| M | 50656 | 9.8% |
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 803.4 KiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.54914661 |
| Min length | 14 |
Characters and Unicode
| Total characters | 1496016 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | disloyal Customer |
| 3rd row | Loyal Customer |
| 4th row | Loyal Customer |
| 5th row | Loyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 84003 | |
| disloyal Customer | 18822 | 18.3% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| customer | 102825 | |
| loyal | 84003 | |
| disloyal | 18822 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 205650 | |
| l | 121647 | 8.1% |
| s | 121647 | 8.1% |
| y | 102825 | 6.9% |
| a | 102825 | 6.9% |
| 102825 | 6.9% | |
| C | 102825 | 6.9% |
| u | 102825 | 6.9% |
| t | 102825 | 6.9% |
| m | 102825 | 6.9% |
| Other values (5) | 327297 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1206363 | |
| Uppercase Letter | 186828 | 12.5% |
| Space Separator | 102825 | 6.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 205650 | |
| l | 121647 | |
| s | 121647 | |
| y | 102825 | |
| a | 102825 | |
| u | 102825 | |
| t | 102825 | |
| m | 102825 | |
| e | 102825 | |
| r | 102825 | |
| Other values (2) | 37644 | 3.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 102825 | |
| L | 84003 |
Space Separator
| Value | Count | Frequency (%) |
| 102825 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1393191 | |
| Common | 102825 | 6.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 205650 | |
| l | 121647 | |
| s | 121647 | |
| y | 102825 | |
| a | 102825 | |
| C | 102825 | |
| u | 102825 | |
| t | 102825 | |
| m | 102825 | |
| e | 102825 | |
| Other values (4) | 224472 |
Common
| Value | Count | Frequency (%) |
| 102825 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1496016 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 205650 | |
| l | 121647 | 8.1% |
| s | 121647 | 8.1% |
| y | 102825 | 6.9% |
| a | 102825 | 6.9% |
| 102825 | 6.9% | |
| C | 102825 | 6.9% |
| u | 102825 | 6.9% |
| t | 102825 | 6.9% |
| m | 102825 | 6.9% |
| Other values (5) | 327297 |
Age
Real number (ℝ≥0)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.37699976 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.10312865 |
|---|---|
| Coefficient of variation (CV) | 0.3835520417 |
| Kurtosis | -0.7198928334 |
| Mean | 39.37699976 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.004753400847 |
| Sum | 4048940 |
| Variance | 228.1044951 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 2938 | 2.9% |
| 25 | 2769 | 2.7% |
| 40 | 2544 | 2.5% |
| 44 | 2462 | 2.4% |
| 42 | 2431 | 2.4% |
| 41 | 2427 | 2.4% |
| 22 | 2338 | 2.3% |
| 45 | 2319 | 2.3% |
| 23 | 2318 | 2.3% |
| 47 | 2309 | 2.2% |
| Other values (65) | 77970 |
| Value | Count | Frequency (%) |
| 7 | 557 | |
| 8 | 634 | |
| 9 | 682 | |
| 10 | 670 | |
| 11 | 667 | |
| 12 | 630 | |
| 13 | 619 | |
| 14 | 701 | |
| 15 | 807 | |
| 16 | 884 |
| Value | Count | Frequency (%) |
| 85 | 17 | < 0.1% |
| 80 | 75 | 0.1% |
| 79 | 40 | < 0.1% |
| 78 | 30 | < 0.1% |
| 77 | 85 | |
| 76 | 45 | < 0.1% |
| 75 | 60 | 0.1% |
| 74 | 44 | < 0.1% |
| 73 | 49 | < 0.1% |
| 72 | 198 |
Type of Travel
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 803.4 KiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 1542375 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal Travel |
|---|---|
| 2nd row | Business travel |
| 3rd row | Business travel |
| 4th row | Business travel |
| 5th row | Business travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 70897 | |
| Personal Travel | 31928 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| travel | 102825 | |
| business | 70897 | |
| personal | 31928 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 244619 | |
| e | 205650 | |
| r | 134753 | |
| a | 134753 | |
| l | 134753 | |
| n | 102825 | |
| 102825 | ||
| v | 102825 | |
| B | 70897 | 4.6% |
| u | 70897 | 4.6% |
| Other values (5) | 237578 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1304797 | |
| Uppercase Letter | 134753 | 8.7% |
| Space Separator | 102825 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 244619 | |
| e | 205650 | |
| r | 134753 | |
| a | 134753 | |
| l | 134753 | |
| n | 102825 | |
| v | 102825 | |
| u | 70897 | 5.4% |
| i | 70897 | 5.4% |
| t | 70897 | 5.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 70897 | |
| P | 31928 | |
| T | 31928 |
Space Separator
| Value | Count | Frequency (%) |
| 102825 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1439550 | |
| Common | 102825 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 244619 | |
| e | 205650 | |
| r | 134753 | |
| a | 134753 | |
| l | 134753 | |
| n | 102825 | |
| v | 102825 | |
| B | 70897 | 4.9% |
| u | 70897 | 4.9% |
| i | 70897 | 4.9% |
| Other values (4) | 166681 |
Common
| Value | Count | Frequency (%) |
| 102825 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1542375 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 244619 | |
| e | 205650 | |
| r | 134753 | |
| a | 134753 | |
| l | 134753 | |
| n | 102825 | |
| 102825 | ||
| v | 102825 | |
| B | 70897 | 4.6% |
| u | 70897 | 4.6% |
| Other values (5) | 237578 |
Class
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 803.4 KiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.749671772 |
| Min length | 3 |
Characters and Unicode
| Total characters | 591210 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eco Plus |
|---|---|
| 2nd row | Business |
| 3rd row | Business |
| 4th row | Business |
| 5th row | Business |
Common Values
| Value | Count | Frequency (%) |
| Business | 49125 | |
| Eco | 46278 | |
| Eco Plus | 7422 | 7.2% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| eco | 53700 | |
| business | 49125 | |
| plus | 7422 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 154797 | |
| u | 56547 | 9.6% |
| E | 53700 | 9.1% |
| c | 53700 | 9.1% |
| o | 53700 | 9.1% |
| B | 49125 | 8.3% |
| i | 49125 | 8.3% |
| n | 49125 | 8.3% |
| e | 49125 | 8.3% |
| 7422 | 1.3% | |
| Other values (2) | 14844 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 473541 | |
| Uppercase Letter | 110247 | 18.6% |
| Space Separator | 7422 | 1.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 154797 | |
| u | 56547 | 11.9% |
| c | 53700 | 11.3% |
| o | 53700 | 11.3% |
| i | 49125 | 10.4% |
| n | 49125 | 10.4% |
| e | 49125 | 10.4% |
| l | 7422 | 1.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 53700 | |
| B | 49125 | |
| P | 7422 | 6.7% |
Space Separator
| Value | Count | Frequency (%) |
| 7422 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 583788 | |
| Common | 7422 | 1.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 154797 | |
| u | 56547 | 9.7% |
| E | 53700 | 9.2% |
| c | 53700 | 9.2% |
| o | 53700 | 9.2% |
| B | 49125 | 8.4% |
| i | 49125 | 8.4% |
| n | 49125 | 8.4% |
| e | 49125 | 8.4% |
| P | 7422 | 1.3% |
Common
| Value | Count | Frequency (%) |
| 7422 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 591210 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 154797 | |
| u | 56547 | 9.6% |
| E | 53700 | 9.1% |
| c | 53700 | 9.1% |
| o | 53700 | 9.1% |
| B | 49125 | 8.3% |
| i | 49125 | 8.3% |
| n | 49125 | 8.3% |
| e | 49125 | 8.3% |
| 7422 | 1.3% | |
| Other values (2) | 14844 | 2.5% |
Flight Distance
Real number (ℝ≥0)
| Distinct | 3798 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1184.68708 |
| Minimum | 31 |
|---|---|
| Maximum | 4243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 175 |
| Q1 | 413 |
| median | 841 |
| Q3 | 1735 |
| 95-th percentile | 3372 |
| Maximum | 4243 |
| Range | 4212 |
| Interquartile range (IQR) | 1322 |
Descriptive statistics
| Standard deviation | 992.2100985 |
|---|---|
| Coefficient of variation (CV) | 0.8375292643 |
| Kurtosis | 0.2532586348 |
| Mean | 1184.68708 |
| Median Absolute Deviation (MAD) | 514 |
| Skewness | 1.107696144 |
| Sum | 121815449 |
| Variance | 984480.8796 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 337 | 654 | 0.6% |
| 594 | 395 | 0.4% |
| 404 | 390 | 0.4% |
| 862 | 368 | 0.4% |
| 2475 | 361 | 0.4% |
| 447 | 358 | 0.3% |
| 236 | 350 | 0.3% |
| 399 | 330 | 0.3% |
| 308 | 329 | 0.3% |
| 192 | 328 | 0.3% |
| Other values (3788) | 98962 |
| Value | Count | Frequency (%) |
| 31 | 8 | < 0.1% |
| 56 | 8 | < 0.1% |
| 67 | 124 | |
| 73 | 58 | |
| 74 | 30 | < 0.1% |
| 76 | 1 | < 0.1% |
| 77 | 41 | < 0.1% |
| 78 | 30 | < 0.1% |
| 80 | 2 | < 0.1% |
| 82 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 4243 | 17 | |
| 4000 | 11 | |
| 3999 | 5 | < 0.1% |
| 3998 | 8 | |
| 3997 | 9 | |
| 3996 | 8 | |
| 3995 | 6 | < 0.1% |
| 3994 | 6 | < 0.1% |
| 3993 | 13 | |
| 3992 | 6 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.730201799 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3075 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.328309363 |
|---|---|
| Coefficient of variation (CV) | 0.4865242429 |
| Kurtosis | -0.8468882893 |
| Mean | 2.730201799 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.04005442271 |
| Sum | 280733 |
| Variance | 1.764405764 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 25583 | |
| 2 | 25553 | |
| 4 | 19592 | |
| 1 | 17650 | |
| 5 | 11372 | |
| 0 | 3075 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 3075 | 3.0% |
| 1 | 17650 | |
| 2 | 25553 | |
| 3 | 25583 | |
| 4 | 19592 | |
| 5 | 11372 |
| Value | Count | Frequency (%) |
| 5 | 11372 | |
| 4 | 19592 | |
| 3 | 25583 | |
| 2 | 25553 | |
| 1 | 17650 | |
| 0 | 3075 | 3.0% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.05953805 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5259 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.52573781 |
|---|---|
| Coefficient of variation (CV) | 0.4986824107 |
| Kurtosis | -1.038883861 |
| Mean | 3.05953805 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3338621462 |
| Sum | 314597 |
| Variance | 2.327875866 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 25255 | |
| 5 | 22179 | |
| 3 | 17773 | |
| 2 | 17004 | |
| 1 | 15355 | |
| 0 | 5259 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 5259 | 5.1% |
| 1 | 15355 | |
| 2 | 17004 | |
| 3 | 17773 | |
| 4 | 25255 | |
| 5 | 22179 |
| Value | Count | Frequency (%) |
| 5 | 22179 | |
| 4 | 25255 | |
| 3 | 17773 | |
| 2 | 17004 | |
| 1 | 15355 | |
| 0 | 5259 | 5.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.756946268 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4443 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.399237606 |
|---|---|
| Coefficient of variation (CV) | 0.5075316928 |
| Kurtosis | -0.9109943353 |
| Mean | 2.756946268 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.0185530272 |
| Sum | 283483 |
| Variance | 1.957865879 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 24198 | |
| 2 | 23742 | |
| 4 | 19369 | |
| 1 | 17359 | |
| 5 | 13714 | |
| 0 | 4443 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 4443 | 4.3% |
| 1 | 17359 | |
| 2 | 23742 | |
| 3 | 24198 | |
| 4 | 19369 | |
| 5 | 13714 |
| Value | Count | Frequency (%) |
| 5 | 13714 | |
| 4 | 19369 | |
| 3 | 24198 | |
| 2 | 23742 | |
| 1 | 17359 | |
| 0 | 4443 | 4.3% |
Gate location
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.976075857 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.277811082 |
|---|---|
| Coefficient of variation (CV) | 0.4293610591 |
| Kurtosis | -1.030846056 |
| Mean | 2.976075857 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.05801843526 |
| Sum | 306015 |
| Variance | 1.632801161 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 28270 | |
| 4 | 24153 | |
| 2 | 19272 | |
| 1 | 17399 | |
| 5 | 13730 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 17399 | |
| 2 | 19272 | |
| 3 | 28270 | |
| 4 | 24153 | |
| 5 | 13730 |
| Value | Count | Frequency (%) |
| 5 | 13730 | |
| 4 | 24153 | |
| 3 | 28270 | |
| 2 | 19272 | |
| 1 | 17399 | |
| 0 | 1 | < 0.1% |
Food and drink
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.204026258 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 77 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.32901013 |
|---|---|
| Coefficient of variation (CV) | 0.4147937697 |
| Kurtosis | -1.149542607 |
| Mean | 3.204026258 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1502251435 |
| Sum | 329454 |
| Variance | 1.766267925 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 24083 | |
| 5 | 22141 | |
| 3 | 22069 | |
| 2 | 21755 | |
| 1 | 12700 | |
| 0 | 77 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 77 | 0.1% |
| 1 | 12700 | |
| 2 | 21755 | |
| 3 | 22069 | |
| 4 | 24083 | |
| 5 | 22141 |
| Value | Count | Frequency (%) |
| 5 | 22141 | |
| 4 | 24083 | |
| 3 | 22069 | |
| 2 | 21755 | |
| 1 | 12700 | |
| 0 | 77 | 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.250162898 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2428 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.349176046 |
|---|---|
| Coefficient of variation (CV) | 0.4151102847 |
| Kurtosis | -0.6967311813 |
| Mean | 3.250162898 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4555493449 |
| Sum | 334198 |
| Variance | 1.820276003 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 30471 | |
| 3 | 21610 | |
| 5 | 20460 | |
| 2 | 17328 | |
| 1 | 10528 | 10.2% |
| 0 | 2428 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 2428 | 2.4% |
| 1 | 10528 | 10.2% |
| 2 | 17328 | |
| 3 | 21610 | |
| 4 | 30471 | |
| 5 | 20460 |
| Value | Count | Frequency (%) |
| 5 | 20460 | |
| 4 | 30471 | |
| 3 | 21610 | |
| 2 | 17328 | |
| 1 | 10528 | 10.2% |
| 0 | 2428 | 2.4% |
Seat comfort
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 803.4 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 102825 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 1 |
| 3rd row | 5 |
| 4th row | 2 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 31470 | |
| 5 | 26214 | |
| 3 | 18497 | |
| 2 | 14721 | |
| 1 | 11923 | 11.6% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 4 | 31470 | |
| 5 | 26214 | |
| 3 | 18497 | |
| 2 | 14721 | |
| 1 | 11923 | 11.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 31470 | |
| 5 | 26214 | |
| 3 | 18497 | |
| 2 | 14721 | |
| 1 | 11923 | 11.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 102825 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 31470 | |
| 5 | 26214 | |
| 3 | 18497 | |
| 2 | 14721 | |
| 1 | 11923 | 11.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 102825 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 31470 | |
| 5 | 26214 | |
| 3 | 18497 | |
| 2 | 14721 | |
| 1 | 11923 | 11.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 102825 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 31470 | |
| 5 | 26214 | |
| 3 | 18497 | |
| 2 | 14721 | |
| 1 | 11923 | 11.6% |
Inflight entertainment
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.359776319 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.333567497 |
|---|---|
| Coefficient of variation (CV) | 0.3969215121 |
| Kurtosis | -1.061728834 |
| Mean | 3.359776319 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3665182728 |
| Sum | 345469 |
| Variance | 1.778402268 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 29144 | |
| 5 | 25021 | |
| 3 | 18830 | |
| 2 | 17482 | |
| 1 | 12334 | |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 12334 | |
| 2 | 17482 | |
| 3 | 18830 | |
| 4 | 29144 | |
| 5 | 25021 |
| Value | Count | Frequency (%) |
| 5 | 25021 | |
| 4 | 29144 | |
| 3 | 18830 | |
| 2 | 17482 | |
| 1 | 12334 | |
| 0 | 14 | < 0.1% |
On-board service
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.384741065 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.287822549 |
|---|---|
| Coefficient of variation (CV) | 0.3804788975 |
| Kurtosis | -0.8876611376 |
| Mean | 3.384741065 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4237735165 |
| Sum | 348036 |
| Variance | 1.658486917 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 30637 | |
| 5 | 23425 | |
| 3 | 22579 | |
| 2 | 14445 | |
| 1 | 11736 | 11.4% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 11736 | 11.4% |
| 2 | 14445 | |
| 3 | 22579 | |
| 4 | 30637 | |
| 5 | 23425 |
| Value | Count | Frequency (%) |
| 5 | 23425 | |
| 4 | 30637 | |
| 3 | 22579 | |
| 2 | 14445 | |
| 1 | 11736 | 11.4% |
| 0 | 3 | < 0.1% |
Leg room service
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.347600292 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 472 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.317298939 |
|---|---|
| Coefficient of variation (CV) | 0.393505444 |
| Kurtosis | -0.9861641713 |
| Mean | 3.347600292 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3461964615 |
| Sum | 344217 |
| Variance | 1.735276495 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 28381 | |
| 5 | 24400 | |
| 3 | 19849 | |
| 2 | 19423 | |
| 1 | 10300 | 10.0% |
| 0 | 472 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 472 | 0.5% |
| 1 | 10300 | 10.0% |
| 2 | 19423 | |
| 3 | 19849 | |
| 4 | 28381 | |
| 5 | 24400 |
| Value | Count | Frequency (%) |
| 5 | 24400 | |
| 4 | 28381 | |
| 3 | 19849 | |
| 2 | 19423 | |
| 1 | 10300 | 10.0% |
| 0 | 472 | 0.5% |
Baggage handling
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 803.4 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 102825 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 36962 | |
| 5 | 26849 | |
| 3 | 20401 | |
| 2 | 11420 | 11.1% |
| 1 | 7193 | 7.0% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 4 | 36962 | |
| 5 | 26849 | |
| 3 | 20401 | |
| 2 | 11420 | 11.1% |
| 1 | 7193 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 36962 | |
| 5 | 26849 | |
| 3 | 20401 | |
| 2 | 11420 | 11.1% |
| 1 | 7193 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 102825 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 36962 | |
| 5 | 26849 | |
| 3 | 20401 | |
| 2 | 11420 | 11.1% |
| 1 | 7193 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 102825 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 36962 | |
| 5 | 26849 | |
| 3 | 20401 | |
| 2 | 11420 | 11.1% |
| 1 | 7193 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 102825 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 36962 | |
| 5 | 26849 | |
| 3 | 20401 | |
| 2 | 11420 | 11.1% |
| 1 | 7193 | 7.0% |
Checkin service
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 803.4 KiB |
| 4 | |
|---|---|
| 3 | |
| 5 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 102825 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 28761 | |
| 3 | 28248 | |
| 5 | 20362 | |
| 1 | 12737 | |
| 2 | 12717 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 4 | 28761 | |
| 3 | 28248 | |
| 5 | 20362 | |
| 1 | 12737 | |
| 2 | 12717 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 28761 | |
| 3 | 28248 | |
| 5 | 20362 | |
| 1 | 12737 | |
| 2 | 12717 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 102825 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 28761 | |
| 3 | 28248 | |
| 5 | 20362 | |
| 1 | 12737 | |
| 2 | 12717 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 102825 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 28761 | |
| 3 | 28248 | |
| 5 | 20362 | |
| 1 | 12737 | |
| 2 | 12717 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 102825 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 28761 | |
| 3 | 28248 | |
| 5 | 20362 | |
| 1 | 12737 | |
| 2 | 12717 |
Inflight service
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.645057136 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.173754765 |
|---|---|
| Coefficient of variation (CV) | 0.3220127205 |
| Kurtosis | -0.3474748905 |
| Mean | 3.645057136 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.6950352011 |
| Sum | 374803 |
| Variance | 1.377700248 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 37676 | |
| 5 | 26922 | |
| 3 | 19977 | |
| 2 | 11311 | 11.0% |
| 1 | 6936 | 6.7% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 6936 | 6.7% |
| 2 | 11311 | 11.0% |
| 3 | 19977 | |
| 4 | 37676 | |
| 5 | 26922 |
| Value | Count | Frequency (%) |
| 5 | 26922 | |
| 4 | 37676 | |
| 3 | 19977 | |
| 2 | 11311 | 11.0% |
| 1 | 6936 | 6.7% |
| 0 | 3 | < 0.1% |
Cleanliness
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.286204717 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.311676792 |
|---|---|
| Coefficient of variation (CV) | 0.3991464029 |
| Kurtosis | -1.011340887 |
| Mean | 3.286204717 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.2997111877 |
| Sum | 337904 |
| Variance | 1.720496007 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 26885 | |
| 3 | 24376 | |
| 5 | 22432 | |
| 2 | 15955 | |
| 1 | 13166 | |
| 0 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11 | < 0.1% |
| 1 | 13166 | |
| 2 | 15955 | |
| 3 | 24376 | |
| 4 | 26885 | |
| 5 | 22432 |
| Value | Count | Frequency (%) |
| 5 | 22432 | |
| 4 | 26885 | |
| 3 | 24376 | |
| 2 | 15955 | |
| 1 | 13166 | |
| 0 | 11 | < 0.1% |
| Distinct | 214 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.32035983 |
| Minimum | 0 |
|---|---|
| Maximum | 215 |
| Zeros | 58649 |
| Zeros (%) | 57.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 69 |
| Maximum | 215 |
| Range | 215 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 26.68809684 |
|---|---|
| Coefficient of variation (CV) | 2.166178358 |
| Kurtosis | 12.45225849 |
| Mean | 12.32035983 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.280161934 |
| Sum | 1266841 |
| Variance | 712.2545128 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 58649 | |
| 1 | 2947 | 2.9% |
| 2 | 2272 | 2.2% |
| 3 | 2007 | 2.0% |
| 4 | 1852 | 1.8% |
| 5 | 1692 | 1.6% |
| 6 | 1515 | 1.5% |
| 7 | 1392 | 1.4% |
| 8 | 1295 | 1.3% |
| 9 | 1254 | 1.2% |
| Other values (204) | 27950 |
| Value | Count | Frequency (%) |
| 0 | 58649 | |
| 1 | 2947 | 2.9% |
| 2 | 2272 | 2.2% |
| 3 | 2007 | 2.0% |
| 4 | 1852 | 1.8% |
| 5 | 1692 | 1.6% |
| 6 | 1515 | 1.5% |
| 7 | 1392 | 1.4% |
| 8 | 1295 | 1.3% |
| 9 | 1254 | 1.2% |
| Value | Count | Frequency (%) |
| 215 | 1 | < 0.1% |
| 214 | 2 | < 0.1% |
| 212 | 5 | |
| 211 | 2 | < 0.1% |
| 210 | 2 | < 0.1% |
| 209 | 4 | |
| 207 | 1 | < 0.1% |
| 206 | 2 | < 0.1% |
| 205 | 3 | |
| 204 | 3 |
| Distinct | 320 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.7212316 |
| Minimum | 0 |
|---|---|
| Maximum | 242 |
| Zeros | 58135 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 803.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 70 |
| Maximum | 242 |
| Range | 242 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 27.25974126 |
|---|---|
| Coefficient of variation (CV) | 2.14285394 |
| Kurtosis | 12.76562575 |
| Mean | 12.7212316 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.300817762 |
| Sum | 1308060.639 |
| Variance | 743.0934935 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 58135 | |
| 1 | 2211 | 2.2% |
| 2 | 2061 | 2.0% |
| 3 | 1952 | 1.9% |
| 4 | 1906 | 1.9% |
| 5 | 1657 | 1.6% |
| 6 | 1616 | 1.6% |
| 7 | 1481 | 1.4% |
| 8 | 1394 | 1.4% |
| 9 | 1264 | 1.2% |
| Other values (310) | 29148 |
| Value | Count | Frequency (%) |
| 0 | 58135 | |
| 0.7224441073 | 116 | 0.1% |
| 1 | 2211 | 2.2% |
| 1.702664742 | 9 | < 0.1% |
| 2 | 2061 | 2.0% |
| 2.682885377 | 8 | < 0.1% |
| 3 | 1952 | 1.9% |
| 3.663106011 | 3 | < 0.1% |
| 4 | 1906 | 1.9% |
| 4.643326646 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 242 | 1 | < 0.1% |
| 237 | 1 | < 0.1% |
| 229 | 2 | < 0.1% |
| 227 | 1 | < 0.1% |
| 226 | 1 | < 0.1% |
| 225 | 1 | < 0.1% |
| 224 | 3 | |
| 222 | 3 | |
| 221 | 3 | |
| 219 | 6 |
satisfaction
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 803.4 KiB |
| neutral or dissatisfied | |
|---|---|
| satisfied |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 16.92768296 |
| Min length | 9 |
Characters and Unicode
| Total characters | 1740589 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | neutral or dissatisfied |
|---|---|
| 2nd row | neutral or dissatisfied |
| 3rd row | satisfied |
| 4th row | neutral or dissatisfied |
| 5th row | satisfied |
Common Values
| Value | Count | Frequency (%) |
| neutral or dissatisfied | 58226 | |
| satisfied | 44599 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| neutral | 58226 | |
| or | 58226 | |
| dissatisfied | 58226 | |
| satisfied | 44599 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 263876 | |
| s | 263876 | |
| e | 161051 | |
| t | 161051 | |
| a | 161051 | |
| d | 161051 | |
| r | 116452 | |
| 116452 | ||
| f | 102825 | 5.9% |
| n | 58226 | 3.3% |
| Other values (3) | 174678 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1624137 | |
| Space Separator | 116452 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 263876 | |
| s | 263876 | |
| e | 161051 | |
| t | 161051 | |
| a | 161051 | |
| d | 161051 | |
| r | 116452 | |
| f | 102825 | 6.3% |
| n | 58226 | 3.6% |
| u | 58226 | 3.6% |
| Other values (2) | 116452 |
Space Separator
| Value | Count | Frequency (%) |
| 116452 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1624137 | |
| Common | 116452 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 263876 | |
| s | 263876 | |
| e | 161051 | |
| t | 161051 | |
| a | 161051 | |
| d | 161051 | |
| r | 116452 | |
| f | 102825 | 6.3% |
| n | 58226 | 3.6% |
| u | 58226 | 3.6% |
| Other values (2) | 116452 |
Common
| Value | Count | Frequency (%) |
| 116452 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1740589 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 263876 | |
| s | 263876 | |
| e | 161051 | |
| t | 161051 | |
| a | 161051 | |
| d | 161051 | |
| r | 116452 | |
| 116452 | ||
| f | 102825 | 5.9% |
| n | 58226 | 3.3% |
| Other values (3) | 174678 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 70172 | Male | Loyal Customer | 13 | Personal Travel | Eco Plus | 460 | 3 | 4 | 3 | 1 | 5 | 3 | 5 | 5 | 4 | 3 | 4 | 4 | 5 | 5 | 25.0 | 18.0 | neutral or dissatisfied |
| 1 | 1 | 1 | 5047 | Male | disloyal Customer | 25 | Business travel | Business | 235 | 3 | 2 | 3 | 3 | 1 | 3 | 1 | 1 | 1 | 5 | 3 | 1 | 4 | 1 | 1.0 | 6.0 | neutral or dissatisfied |
| 2 | 2 | 2 | 110028 | Female | Loyal Customer | 26 | Business travel | Business | 1142 | 2 | 2 | 2 | 2 | 5 | 5 | 5 | 5 | 4 | 3 | 4 | 4 | 4 | 5 | 0.0 | 0.0 | satisfied |
| 3 | 3 | 3 | 24026 | Female | Loyal Customer | 25 | Business travel | Business | 562 | 2 | 5 | 5 | 5 | 2 | 2 | 2 | 2 | 2 | 5 | 3 | 1 | 4 | 2 | 11.0 | 9.0 | neutral or dissatisfied |
| 4 | 4 | 4 | 119299 | Male | Loyal Customer | 61 | Business travel | Business | 214 | 3 | 3 | 3 | 3 | 4 | 5 | 5 | 3 | 3 | 4 | 4 | 3 | 3 | 3 | 0.0 | 0.0 | satisfied |
| 5 | 5 | 5 | 111157 | Female | Loyal Customer | 26 | Personal Travel | Eco | 1180 | 3 | 4 | 2 | 1 | 1 | 2 | 1 | 1 | 3 | 4 | 4 | 4 | 4 | 1 | 0.0 | 0.0 | neutral or dissatisfied |
| 6 | 6 | 6 | 82113 | Male | Loyal Customer | 47 | Personal Travel | Eco | 1276 | 2 | 4 | 2 | 3 | 2 | 2 | 2 | 2 | 3 | 3 | 4 | 3 | 5 | 2 | 9.0 | 23.0 | neutral or dissatisfied |
| 7 | 7 | 7 | 96462 | Female | Loyal Customer | 52 | Business travel | Business | 2035 | 4 | 3 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 4 | 4.0 | 0.0 | satisfied |
| 8 | 8 | 8 | 79485 | Female | Loyal Customer | 41 | Business travel | Business | 853 | 1 | 2 | 2 | 2 | 4 | 3 | 3 | 1 | 1 | 2 | 1 | 4 | 1 | 2 | 0.0 | 0.0 | neutral or dissatisfied |
| 9 | 9 | 9 | 65725 | Male | disloyal Customer | 20 | Business travel | Eco | 1061 | 3 | 3 | 3 | 4 | 2 | 3 | 3 | 2 | 2 | 3 | 4 | 4 | 3 | 2 | 0.0 | 0.0 | neutral or dissatisfied |
Last rows
| df_index | Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102815 | 103894 | 103894 | 86549 | Male | Loyal Customer | 26 | Business travel | Business | 712 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 3 | 4 | 4 | 3 | 4 | 5 | 17.0 | 26.0 | satisfied |
| 102816 | 103895 | 103895 | 66030 | Female | disloyal Customer | 24 | Business travel | Eco | 1055 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 3 | 3 | 5 | 5 | 4 | 1 | 13.0 | 10.0 | neutral or dissatisfied |
| 102817 | 103896 | 103896 | 71445 | Male | Loyal Customer | 57 | Business travel | Eco | 867 | 4 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 1 | 3 | 4 | 0.0 | 0.0 | neutral or dissatisfied |
| 102818 | 103897 | 103897 | 102203 | Female | Loyal Customer | 60 | Business travel | Business | 1599 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 9.0 | 7.0 | satisfied |
| 102819 | 103898 | 103898 | 60666 | Male | Loyal Customer | 50 | Personal Travel | Eco | 1620 | 3 | 1 | 3 | 4 | 2 | 3 | 2 | 2 | 4 | 3 | 4 | 2 | 4 | 2 | 0.0 | 0.0 | neutral or dissatisfied |
| 102820 | 103899 | 103899 | 94171 | Female | disloyal Customer | 23 | Business travel | Eco | 192 | 2 | 1 | 2 | 3 | 2 | 2 | 2 | 2 | 3 | 1 | 4 | 2 | 3 | 2 | 3.0 | 0.0 | neutral or dissatisfied |
| 102821 | 103900 | 103900 | 73097 | Male | Loyal Customer | 49 | Business travel | Business | 2347 | 4 | 4 | 4 | 4 | 2 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 0.0 | 0.0 | satisfied |
| 102822 | 103901 | 103901 | 68825 | Male | disloyal Customer | 30 | Business travel | Business | 1995 | 1 | 1 | 1 | 3 | 4 | 1 | 5 | 4 | 3 | 2 | 4 | 5 | 5 | 4 | 7.0 | 14.0 | neutral or dissatisfied |
| 102823 | 103902 | 103902 | 54173 | Female | disloyal Customer | 22 | Business travel | Eco | 1000 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 1 | 4 | 5 | 1 | 5 | 4 | 1 | 0.0 | 0.0 | neutral or dissatisfied |
| 102824 | 103903 | 103903 | 62567 | Male | Loyal Customer | 27 | Business travel | Business | 1723 | 1 | 3 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 4 | 3 | 1 | 0.0 | 0.0 | neutral or dissatisfied |